Long-distance and sprinters playlists compared using the tempo feature with standard deviation and mean

Looking at the plot, we can see that in general, the tempo of the songs in the sprinters playlist are higher. For now it is a bit difficult to see, but I also would like to say something about the volume. It looks like the volume of the sprinters playlist is higher for most songs, but I think it is better if I showed a little table with the mean volume of both playlists.

Can we say something about the keys of the different playlists?

Key histogram

The histogram of the keys shows what keys are used in the different playlists. As we can see, the majority of the tracks of the sprinters playlist ar in key 1 (C#/Db). This corresponds to the fact that the sprinters playlist mainly contains rock songs. For the long distance playlist, the distribution is more spread out.

Furthermore, the sprinter playlist does not have any tracks that are in key 7 (G), and the Long-Distance playlist does not have tracks in key 11 (B)

Keygram of the song “Nothing else matters”

The song Nothing else matters was the song with the lowest energy. So lets take a closer look at this song. A keygram of a song compares the keys of a song to a particular key template, to figure out the key of a song. When we look at the plot, the x-axis shows the time and duration of the song, and the y-axis shows the different possible keys. A dark color in the plot means that key matches the key in the template. If the color gets lighter, there isn’t a key that matches a particular key template.

So at the beginning of the song, and towards the end, there are no good matches. However, around time 100s we can see a very dark color for the E:min chord, so chances are that this chord matches the template at this time in the song.

Notes: - ik wil graag de uitleg naast de plots ipv eronder

Self-similarity matrix of Shivers from Ed Sheeran (timbre)

The song Shivers from Ed Sheeran is one of the songs in my personal playlist. This song falls under the Pop genre. Most pop songs contain an intro, verses, pre-chorus and chorus. With a self-similarity matrix, we can determine which sections of a song more or less have the same timbre, or same overall sound, and which sections are different. When looking closely at the plot, we can see two diagonal lines off the main diagonal. This means that a section of the song has been repeated. In pop songs, this is usually an indication of a repetition of the chorus.

Sprinters vs Long-distance swimmers

Introduction

Let me introduce myself. My name is Tessa, and I am a professional athlete. I swim in the national team and have won several national and international medals.

During competitions I listen to music that inspires and motivates me. So, for me and a lot of my team mates, music plays an important role in the optimal race preperation.

In swimming there are different diciplines. More specificly there are sprinters, and long-distance swimmers. Sprinters exert maximum effort for a short period of time, often no longer than 30 seconds. A long-distance swimmer does not have to be so explosive, and the exertion of their race usually lasts more than two minutes.

Of course not all swimmers lissten to music during their preperantion, but in my experience there are both sprinters and long-distance swimmers who have special playlists for competitions.

Research question

Since sprinters and long distance differ so much from each other in terms of performances, the research question I will try to answer in this portfolio is:

What are the differences between the motivation playlists of sprinters and long-distance swimmers?

First we look at the track level Spotify features of both playlists. Are there for example differences in energy, or tempo? I expect that the sprinter playlist contains more songs with higher energy and tempo.

Playlists

For this portfolio, I used several playlists of my teammates. I have subdivided these playlists in two groups, namely a playlist with tracks that sprinters listen to and one that long-distance swimmers listen to.

Typical tracks for sprinters:

  • “Thunderstruck” from AC/DC
  • “Let’s do this” from Outskrts

Typical tracks for long-distance swimmers:

  • “Nothing else matters” from Metallica
  • “Eye of the tiger” from Rocky IV

pitch chromatogram

Changes in energy and danceability point out the differences between sprinters and long-distance swimmers

As the plots show, sprinters listen to music with higher energy, and the songs of long-distance swimmers have higher danceability. One outlier in energy is the song “Nothing else matters” from Metallica. This song is … lower in energy than them mean of the long-distance playlist. A reason for this could be that people listen to this song because they want to control their nerves before the race and dont want to listen to a very energetic song. Another reason that this song is in this playlist, is that lyrics of the song is also an important factor.

What genres are used in both playlists?

the main genre of the sprinters playlist is rock the main genre of the long-distance playlist is pop

Conclusion

Still working on the conclusion